Research
Publications
Ettore Mariotti

Publications

Ettore Mariotti

2023
Beyond Prediction Similarity: ShapGAP for Evaluating Faithful Surrogate Models in XAI
Author/s: Ettore Mariotti, Adarsa Sivaprasad, Jose Maria Alonso Moral
Congress · 1st World Conference on Explainable AI. Lisboa, Portugal. 2023
A Confusion Matrix for Evaluating Feature Attribution Methods
Author/s: Anna Arias-Duart, Ettore Mariotti, Dario Garcia-Gasulla, Jose Maria Alonso-Moral
Congress · 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). Vancouver, Canadá. 2023
Download available
Exploring the balance between interpretability and performance with carefully designed constrainable neural additive models
Author/s: Ettore Mariotti, José María Alonso Moral, Albert Gatt
Article · Information Fusion, 2023
Provisionally Ranked Q1
2022
Measuring Model Understandability by means of Shapley Additive Explanations
Author/s: E. Mariotti, Jose M. Alonso-Moral, A. Gatt
Congress · IEEE World Congress on Computational Intelligence. Glasgow, Scotland. 2022
Rated A, Class 2 in GGS
2021
Prometheus: Harnessing Fuzzy Logic and Natural Language for Human-centric Explainable Artificial Intelligence
Author/s: Ettore Mariotti, Jose M. Alonso-Moral, Albert Gatt
Congress · XX Spanish Congress on Fuzzy Logic and Technologies. Málaga, España. 2021
A Framework for Analyzing Fairness, Accountability, Transparency and Ethics: A Use-case in Banking Services
Author/s: Ettore Mariotti, Jose M. Alonso, Roberto Confalonieri
Congress · 2021 IEEE International Conference on Fuzzy Systems. Luxemburo, Luxemburgo. 2021
2020
Towards Harnessing Natural Language Generation to Explain Black-box Models
Author/s: Ettore Mariotti, Jose M. Alonso, Albert Gatt
Congress · Workshop on Interactive Natural Language Technology for Explainable Artificial Intelligence (NL4XAI) collocated with the International Conference on Natural Language Generation (INLG). Dublin, Ireland. 2020
Rated B in ICORE